Overview
Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 148670 |
| Missing cells | 181135 |
| Missing cells (%) | 3.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 38.6 MiB |
| Average record size in memory | 272.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 23 |
year has constant
value "2019"
| Constant |
Gender is highly
overall correlated with co-applicant_credit_type
| High correlation |
Interest_rate_spread
is highly overall correlated with Secured_by and 4 other fields
| High correlation |
Secured_by is
highly overall correlated with Interest_rate_spread and
4 other fields
| High correlation |
Security_Type is
highly overall correlated with Interest_rate_spread and
4 other fields
| High correlation |
Status is highly
overall correlated with Interest_rate_spread and 1 other fields
| High correlation |
Upfront_charges
is highly overall correlated with Secured_by and 3 other fields
| High correlation |
business_or_commercial is highly overall
correlated with loan_type
| High correlation |
co-applicant_credit_type is highly overall
correlated with Gender
| High correlation |
construction_type
is highly overall correlated with Interest_rate_spread
and 4 other fields
| High correlation |
credit_type is
highly overall correlated with Status
| High correlation |
income is highly
overall correlated with loan_amount and 1 other fields
| High correlation |
loan_amount is
highly overall correlated with income and 1 other fields
| High correlation |
loan_type is
highly overall correlated with business_or_commercial
| High correlation |
open_credit is
highly overall correlated with Upfront_charges
| High correlation |
property_value
is highly overall correlated with income and 1 other fields
| High correlation |
rate_of_interest
is highly overall correlated with Interest_rate_spread and
3 other fields
| High correlation |
loan_limit is
highly imbalanced (63.9%)
| Imbalance |
Credit_Worthiness
is highly imbalanced (74.6%)
| Imbalance |
open_credit is
highly imbalanced (96.4%)
| Imbalance |
Neg_ammortization
is highly imbalanced (52.5%)
| Imbalance |
interest_only is
highly imbalanced (72.3%)
| Imbalance |
lump_sum_payment
is highly imbalanced (84.3%)
| Imbalance |
construction_type
is highly imbalanced (99.7%)
| Imbalance |
occupancy_type is
highly imbalanced (72.9%)
| Imbalance |
Secured_by is
highly imbalanced (99.7%)
| Imbalance |
total_units is
highly imbalanced (93.6%)
| Imbalance |
Security_Type is
highly imbalanced (99.7%)
| Imbalance |
loan_limit has 3344
(2.2%) missing values
| Missing |
rate_of_interest
has 36439 (24.5%) missing values
| Missing |
Interest_rate_spread
has 36639 (24.6%) missing values
| Missing |
Upfront_charges has
39642 (26.7%) missing values
| Missing |
property_value has
15098 (10.2%) missing values
| Missing |
income has 9150
(6.2%) missing values
| Missing |
LTV has 15098
(10.2%) missing values
| Missing |
dtir1 has 24121
(16.2%) missing values
| Missing |
LTV is highly
skewed (γ1 = 120.6153375)
| Skewed |
ID is uniformly
distributed
| Uniform |
ID has unique
values
| Unique |
Upfront_charges has
20770 (14.0%) zeros
| Zeros |
Reproduction
| Analysis started | 2025-11-26 17:28:27.614795 |
|---|---|
| Analysis finished | 2025-11-26 17:28:59.614508 |
| Duration | 32 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
| Distinct | 148670 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99224.5 |
| Minimum | 24890 |
|---|---|
| Maximum | 173559 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 24890 |
|---|---|
| 5-th percentile | 32323.45 |
| Q1 | 62057.25 |
| median | 99224.5 |
| Q3 | 136391.75 |
| 95-th percentile | 166125.55 |
| Maximum | 173559 |
| Range | 148669 |
| Interquartile range (IQR) | 74334.5 |
Descriptive statistics
| Standard deviation | 42917.477 |
|---|---|
| Coefficient of variation (CV) | 0.43252903 |
| Kurtosis | -1.2 |
| Mean | 99224.5 |
| Median Absolute Deviation (MAD) | 37167.5 |
| Skewness | 0 |
| Sum | 1.4751706 × 1010 |
| Variance | 1.8419098 × 109 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 24890 | 1 | < 0.1% |
| 24891 | 1 | < 0.1% |
| 24892 | 1 | < 0.1% |
| 24893 | 1 | < 0.1% |
| 24894 | 1 | < 0.1% |
| 24895 | 1 | < 0.1% |
| 24896 | 1 | < 0.1% |
| 24897 | 1 | < 0.1% |
| 24898 | 1 | < 0.1% |
| 24899 | 1 | < 0.1% |
| Other values (148660) | 148660 |
| Value | Count | Frequency (%) |
| 24890 | 1 | |
| 24891 | 1 | |
| 24892 | 1 | |
| 24893 | 1 | |
| 24894 | 1 | |
| 24895 | 1 | |
| 24896 | 1 | |
| 24897 | 1 | |
| 24898 | 1 | |
| 24899 | 1 |
| Value | Count | Frequency (%) |
| 173559 | 1 | |
| 173558 | 1 | |
| 173557 | 1 | |
| 173556 | 1 | |
| 173555 | 1 | |
| 173554 | 1 | |
| 173553 | 1 | |
| 173552 | 1 | |
| 173551 | 1 | |
| 173550 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 2019 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2019 |
|---|---|
| 2nd row | 2019 |
| 3rd row | 2019 |
| 4th row | 2019 |
| 5th row | 2019 |
Common Values
| Value | Count | Frequency (%) |
| 2019 | 148670 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2019 | 148670 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 148670 | |
| 0 | 148670 | |
| 1 | 148670 | |
| 9 | 148670 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 594680 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 148670 | |
| 0 | 148670 | |
| 1 | 148670 | |
| 9 | 148670 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 594680 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 148670 | |
| 0 | 148670 | |
| 1 | 148670 | |
| 9 | 148670 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 594680 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 148670 | |
| 0 | 148670 | |
| 1 | 148670 | |
| 9 | 148670 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3344 |
| Missing (%) | 2.2% |
| Memory size | 1.1 MiB |
| cf | |
|---|---|
| ncf | 9978 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.0686594 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | cf |
|---|---|
| 2nd row | cf |
| 3rd row | cf |
| 4th row | cf |
| 5th row | cf |
Common Values
| Value | Count | Frequency (%) |
| cf | 135348 | |
| ncf | 9978 | 6.7% |
| (Missing) | 3344 | 2.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cf | 135348 | |
| ncf | 9978 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 145326 | |
| f | 145326 | |
| n | 9978 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 300630 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| c | 145326 | |
| f | 145326 | |
| n | 9978 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 300630 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| c | 145326 | |
| f | 145326 | |
| n | 9978 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 300630 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| c | 145326 | |
| f | 145326 | |
| n | 9978 | 3.3% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Male | |
|---|---|
| Joint | |
| Sex Not Available | |
| Female |
Length
| Max length | 17 |
|---|---|
| Median length | 6 |
| Mean length | 7.9382391 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sex Not Available |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Joint |
Common Values
| Value | Count | Frequency (%) |
| Male | 42346 | |
| Joint | 41399 | |
| Sex Not Available | 37659 | |
| Female | 27266 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 42346 | |
| joint | 41399 | |
| sex | 37659 | |
| not | 37659 | |
| available | 37659 | |
| female | 27266 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 172196 | |
| a | 144930 | |
| l | 144930 | |
| t | 79058 | 6.7% |
| o | 79058 | 6.7% |
| i | 79058 | 6.7% |
| 75318 | 6.4% | |
| M | 42346 | 3.6% |
| n | 41399 | 3.5% |
| J | 41399 | 3.5% |
| Other values (8) | 280486 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1180178 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 172196 | |
| a | 144930 | |
| l | 144930 | |
| t | 79058 | 6.7% |
| o | 79058 | 6.7% |
| i | 79058 | 6.7% |
| 75318 | 6.4% | |
| M | 42346 | 3.6% |
| n | 41399 | 3.5% |
| J | 41399 | 3.5% |
| Other values (8) | 280486 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1180178 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 172196 | |
| a | 144930 | |
| l | 144930 | |
| t | 79058 | 6.7% |
| o | 79058 | 6.7% |
| i | 79058 | 6.7% |
| 75318 | 6.4% | |
| M | 42346 | 3.6% |
| n | 41399 | 3.5% |
| J | 41399 | 3.5% |
| Other values (8) | 280486 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1180178 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 172196 | |
| a | 144930 | |
| l | 144930 | |
| t | 79058 | 6.7% |
| o | 79058 | 6.7% |
| i | 79058 | 6.7% |
| 75318 | 6.4% | |
| M | 42346 | 3.6% |
| n | 41399 | 3.5% |
| J | 41399 | 3.5% |
| Other values (8) | 280486 |
approv_in_adv
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 908 |
| Missing (%) | 0.6% |
| Memory size | 1.1 MiB |
| nopre | |
|---|---|
| pre |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.6867801 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nopre |
|---|---|
| 2nd row | nopre |
| 3rd row | pre |
| 4th row | nopre |
| 5th row | pre |
Common Values
| Value | Count | Frequency (%) |
| nopre | 124621 | |
| pre | 23141 | 15.6% |
| (Missing) | 908 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| nopre | 124621 | |
| pre | 23141 | 15.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 147762 | |
| e | 147762 | |
| r | 147762 | |
| n | 124621 | |
| o | 124621 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 692528 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| p | 147762 | |
| e | 147762 | |
| r | 147762 | |
| n | 124621 | |
| o | 124621 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 692528 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| p | 147762 | |
| e | 147762 | |
| r | 147762 | |
| n | 124621 | |
| o | 124621 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 692528 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| p | 147762 | |
| e | 147762 | |
| r | 147762 | |
| n | 124621 | |
| o | 124621 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| type1 | |
|---|---|
| type2 | |
| type3 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | type1 |
|---|---|
| 2nd row | type2 |
| 3rd row | type1 |
| 4th row | type1 |
| 5th row | type1 |
Common Values
| Value | Count | Frequency (%) |
| type1 | 113173 | |
| type2 | 20762 | 14.0% |
| type3 | 14735 | 9.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| type1 | 113173 | |
| type2 | 20762 | 14.0% |
| type3 | 14735 | 9.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 148670 | |
| y | 148670 | |
| p | 148670 | |
| e | 148670 | |
| 1 | 113173 | |
| 2 | 20762 | 2.8% |
| 3 | 14735 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 743350 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 148670 | |
| y | 148670 | |
| p | 148670 | |
| e | 148670 | |
| 1 | 113173 | |
| 2 | 20762 | 2.8% |
| 3 | 14735 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 743350 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 148670 | |
| y | 148670 | |
| p | 148670 | |
| e | 148670 | |
| 1 | 113173 | |
| 2 | 20762 | 2.8% |
| 3 | 14735 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 743350 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 148670 | |
| y | 148670 | |
| p | 148670 | |
| e | 148670 | |
| 1 | 113173 | |
| 2 | 20762 | 2.8% |
| 3 | 14735 | 2.0% |
loan_purpose
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 134 |
| Missing (%) | 0.1% |
| Memory size | 1.1 MiB |
| p3 | |
|---|---|
| p4 | |
| p1 | |
| p2 | 3274 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | p1 |
|---|---|
| 2nd row | p1 |
| 3rd row | p1 |
| 4th row | p4 |
| 5th row | p1 |
Common Values
| Value | Count | Frequency (%) |
| p3 | 55934 | |
| p4 | 54799 | |
| p1 | 34529 | |
| p2 | 3274 | 2.2% |
| (Missing) | 134 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| p3 | 55934 | |
| p4 | 54799 | |
| p1 | 34529 | |
| p2 | 3274 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 148536 | |
| 3 | 55934 | 18.8% |
| 4 | 54799 | 18.4% |
| 1 | 34529 | 11.6% |
| 2 | 3274 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 297072 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| p | 148536 | |
| 3 | 55934 | 18.8% |
| 4 | 54799 | 18.4% |
| 1 | 34529 | 11.6% |
| 2 | 3274 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 297072 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| p | 148536 | |
| 3 | 55934 | 18.8% |
| 4 | 54799 | 18.4% |
| 1 | 34529 | 11.6% |
| 2 | 3274 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 297072 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| p | 148536 | |
| 3 | 55934 | 18.8% |
| 4 | 54799 | 18.4% |
| 1 | 34529 | 11.6% |
| 2 | 3274 | 1.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| l1 | |
|---|---|
| l2 | 6326 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | l1 |
|---|---|
| 2nd row | l1 |
| 3rd row | l1 |
| 4th row | l1 |
| 5th row | l1 |
Common Values
| Value | Count | Frequency (%) |
| l1 | 142344 | |
| l2 | 6326 | 4.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| l1 | 142344 | |
| l2 | 6326 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 148670 | |
| 1 | 142344 | |
| 2 | 6326 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 148670 | |
| 1 | 142344 | |
| 2 | 6326 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 148670 | |
| 1 | 142344 | |
| 2 | 6326 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 148670 | |
| 1 | 142344 | |
| 2 | 6326 | 2.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| nopc | |
|---|---|
| opc | 556 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.9962602 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nopc |
|---|---|
| 2nd row | nopc |
| 3rd row | nopc |
| 4th row | nopc |
| 5th row | nopc |
Common Values
| Value | Count | Frequency (%) |
| nopc | 148114 | |
| opc | 556 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| nopc | 148114 | |
| opc | 556 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 148670 | |
| p | 148670 | |
| c | 148670 | |
| n | 148114 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 594124 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 148670 | |
| p | 148670 | |
| c | 148670 | |
| n | 148114 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 594124 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 148670 | |
| p | 148670 | |
| c | 148670 | |
| n | 148114 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 594124 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 148670 | |
| p | 148670 | |
| c | 148670 | |
| n | 148114 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| nob/c | |
|---|---|
| b/c |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.7206968 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nob/c |
|---|---|
| 2nd row | b/c |
| 3rd row | nob/c |
| 4th row | nob/c |
| 5th row | nob/c |
Common Values
| Value | Count | Frequency (%) |
| nob/c | 127908 | |
| b/c | 20762 | 14.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| nob/c | 127908 | |
| b/c | 20762 | 14.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| b | 148670 | |
| c | 148670 | |
| / | 148670 | |
| n | 127908 | |
| o | 127908 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 701826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| b | 148670 | |
| c | 148670 | |
| / | 148670 | |
| n | 127908 | |
| o | 127908 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 701826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| b | 148670 | |
| c | 148670 | |
| / | 148670 | |
| n | 127908 | |
| o | 127908 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 701826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| b | 148670 | |
| c | 148670 | |
| / | 148670 | |
| n | 127908 | |
| o | 127908 |
| Distinct | 211 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 331117.74 |
| Minimum | 16500 |
|---|---|
| Maximum | 3576500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 16500 |
|---|---|
| 5-th percentile | 106500 |
| Q1 | 196500 |
| median | 296500 |
| Q3 | 436500 |
| 95-th percentile | 656500 |
| Maximum | 3576500 |
| Range | 3560000 |
| Interquartile range (IQR) | 240000 |
Descriptive statistics
| Standard deviation | 183909.31 |
|---|---|
| Coefficient of variation (CV) | 0.55541968 |
| Kurtosis | 9.1277753 |
| Mean | 331117.74 |
| Median Absolute Deviation (MAD) | 120000 |
| Skewness | 1.6669981 |
| Sum | 4.9227275 × 1010 |
| Variance | 3.3822634 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 206500 | 4610 | 3.1% |
| 256500 | 4079 | 2.7% |
| 156500 | 3967 | 2.7% |
| 226500 | 3944 | 2.7% |
| 486500 | 3819 | 2.6% |
| 306500 | 3691 | 2.5% |
| 246500 | 3669 | 2.5% |
| 216500 | 3649 | 2.5% |
| 236500 | 3553 | 2.4% |
| 266500 | 3543 | 2.4% |
| Other values (201) | 110146 |
| Value | Count | Frequency (%) |
| 16500 | 3 | < 0.1% |
| 26500 | 27 | < 0.1% |
| 36500 | 119 | 0.1% |
| 46500 | 212 | 0.1% |
| 56500 | 810 | 0.5% |
| 66500 | 859 | 0.6% |
| 76500 | 1701 | |
| 86500 | 1605 | |
| 96500 | 1484 | |
| 106500 | 3210 |
| Value | Count | Frequency (%) |
| 3576500 | 1 | < 0.1% |
| 3346500 | 1 | < 0.1% |
| 3006500 | 4 | |
| 2986500 | 1 | < 0.1% |
| 2926500 | 1 | < 0.1% |
| 2706500 | 1 | < 0.1% |
| 2626500 | 1 | < 0.1% |
| 2606500 | 1 | < 0.1% |
| 2596500 | 1 | < 0.1% |
| 2506500 | 2 |
| Distinct | 131 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 36439 |
| Missing (%) | 24.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0454758 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.125 |
| Q1 | 3.625 |
| median | 3.99 |
| Q3 | 4.375 |
| 95-th percentile | 4.99 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0.75 |
Descriptive statistics
| Standard deviation | 0.56139119 |
|---|---|
| Coefficient of variation (CV) | 0.13877013 |
| Kurtosis | 0.34456404 |
| Mean | 4.0454758 |
| Median Absolute Deviation (MAD) | 0.365 |
| Skewness | 0.38840603 |
| Sum | 454027.79 |
| Variance | 0.31516007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.99 | 14455 | 9.7% |
| 3.625 | 8800 | 5.9% |
| 3.875 | 8592 | 5.8% |
| 3.75 | 8474 | 5.7% |
| 3.5 | 6866 | 4.6% |
| 4.5 | 6809 | 4.6% |
| 4.375 | 6482 | 4.4% |
| 4.25 | 6045 | 4.1% |
| 4.125 | 5797 | 3.9% |
| 4.75 | 4875 | 3.3% |
| Other values (121) | 35036 | |
| (Missing) | 36439 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 2.125 | 1 | < 0.1% |
| 2.25 | 4 | < 0.1% |
| 2.375 | 2 | < 0.1% |
| 2.475 | 2 | < 0.1% |
| 2.5 | 21 | |
| 2.575 | 1 | < 0.1% |
| 2.6 | 3 | < 0.1% |
| 2.625 | 25 | |
| 2.65 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7.75 | 1 | < 0.1% |
| 7.5 | 2 | < 0.1% |
| 7.375 | 1 | < 0.1% |
| 7.125 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6.875 | 1 | < 0.1% |
| 6.75 | 5 | |
| 6.5 | 3 | |
| 6.375 | 1 | < 0.1% |
| Distinct | 22516 |
|---|---|
| Distinct (%) | 20.1% |
| Missing | 36639 |
| Missing (%) | 24.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.44165566 |
| Minimum | -3.638 |
|---|---|
| Maximum | 3.357 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 21883 |
| Negative (%) | 14.7% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -3.638 |
|---|---|
| 5-th percentile | -0.31745 |
| Q1 | 0.076 |
| median | 0.3904 |
| Q3 | 0.7754 |
| 95-th percentile | 1.3794 |
| Maximum | 3.357 |
| Range | 6.995 |
| Interquartile range (IQR) | 0.6994 |
Descriptive statistics
| Standard deviation | 0.51304274 |
|---|---|
| Coefficient of variation (CV) | 1.1616351 |
| Kurtosis | -0.18356608 |
| Mean | 0.44165566 |
| Median Absolute Deviation (MAD) | 0.3427 |
| Skewness | 0.28076233 |
| Sum | 49479.125 |
| Variance | 0.26321285 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.028 | 77 | 0.1% |
| -0.038 | 64 | < 0.1% |
| -0.023 | 60 | < 0.1% |
| -0.173 | 56 | < 0.1% |
| -0.148 | 52 | < 0.1% |
| 0.202 | 51 | < 0.1% |
| 0.252 | 51 | < 0.1% |
| 0.112 | 46 | < 0.1% |
| 0.257 | 46 | < 0.1% |
| -0.013 | 45 | < 0.1% |
| Other values (22506) | 111483 | |
| (Missing) | 36639 | 24.6% |
| Value | Count | Frequency (%) |
| -3.638 | 1 | |
| -1.0841 | 1 | |
| -1.047 | 1 | |
| -1.0462 | 1 | |
| -1.039 | 1 | |
| -1.038 | 1 | |
| -1.0379 | 1 | |
| -1.0343 | 1 | |
| -1.0294 | 1 | |
| -1.0288 | 1 |
| Value | Count | Frequency (%) |
| 3.357 | 1 | |
| 2.8854 | 1 | |
| 2.7227 | 1 | |
| 2.6368 | 1 | |
| 2.5932 | 1 | |
| 2.5851 | 1 | |
| 2.537 | 1 | |
| 2.5144 | 1 | |
| 2.4093 | 1 | |
| 2.182 | 1 |
| Distinct | 58271 |
|---|---|
| Distinct (%) | 53.4% |
| Missing | 39642 |
| Missing (%) | 26.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3224.9961 |
| Minimum | 0 |
|---|---|
| Maximum | 60000 |
| Zeros | 20770 |
| Zeros (%) | 14.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 581.49 |
| median | 2596.45 |
| Q3 | 4812.5 |
| 95-th percentile | 9272.6885 |
| Maximum | 60000 |
| Range | 60000 |
| Interquartile range (IQR) | 4231.01 |
Descriptive statistics
| Standard deviation | 3251.1215 |
|---|---|
| Coefficient of variation (CV) | 1.0081009 |
| Kurtosis | 6.3685863 |
| Mean | 3224.9961 |
| Median Absolute Deviation (MAD) | 2108.66 |
| Skewness | 1.7540757 |
| Sum | 3.5161488 × 108 |
| Variance | 10569791 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20770 | 14.0% |
| 1250 | 1184 | 0.8% |
| 1150 | 892 | 0.6% |
| 795 | 487 | 0.3% |
| 295 | 403 | 0.3% |
| 950 | 192 | 0.1% |
| 3000 | 173 | 0.1% |
| 995 | 151 | 0.1% |
| 4000 | 149 | 0.1% |
| 5000 | 147 | 0.1% |
| Other values (58261) | 84480 | |
| (Missing) | 39642 |
| Value | Count | Frequency (%) |
| 0 | 20770 | |
| 0.03 | 1 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.35 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.72 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.92 | 1 | < 0.1% |
| 1 | 12 | < 0.1% |
| 1.15 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 60000 | 1 | |
| 53485.78 | 1 | |
| 38437.5 | 1 | |
| 38375 | 1 | |
| 37604.38 | 1 | |
| 35192.5 | 1 | |
| 33268 | 1 | |
| 32850 | 1 | |
| 32825.25 | 1 | |
| 32647 | 1 |
term
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 41 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 335.13658 |
| Minimum | 96 |
|---|---|
| Maximum | 360 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 96 |
|---|---|
| 5-th percentile | 180 |
| Q1 | 360 |
| median | 360 |
| Q3 | 360 |
| 95-th percentile | 360 |
| Maximum | 360 |
| Range | 264 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 58.409084 |
|---|---|
| Coefficient of variation (CV) | 0.17428442 |
| Kurtosis | 3.1732363 |
| Mean | 335.13658 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.1748218 |
| Sum | 49811015 |
| Variance | 3411.621 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 360 | 121685 | |
| 180 | 12981 | 8.7% |
| 240 | 5859 | 3.9% |
| 300 | 2822 | 1.9% |
| 324 | 2766 | 1.9% |
| 120 | 510 | 0.3% |
| 144 | 263 | 0.2% |
| 348 | 260 | 0.2% |
| 336 | 213 | 0.1% |
| 96 | 194 | 0.1% |
| Other values (16) | 1076 | 0.7% |
| Value | Count | Frequency (%) |
| 96 | 194 | 0.1% |
| 108 | 33 | < 0.1% |
| 120 | 510 | 0.3% |
| 132 | 93 | 0.1% |
| 144 | 263 | 0.2% |
| 156 | 174 | 0.1% |
| 165 | 1 | < 0.1% |
| 168 | 82 | 0.1% |
| 180 | 12981 | |
| 192 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 360 | 121685 | |
| 348 | 260 | 0.2% |
| 336 | 213 | 0.1% |
| 324 | 2766 | 1.9% |
| 322 | 1 | < 0.1% |
| 312 | 185 | 0.1% |
| 300 | 2822 | 1.9% |
| 288 | 90 | 0.1% |
| 280 | 1 | < 0.1% |
| 276 | 100 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 121 |
| Missing (%) | 0.1% |
| Memory size | 1.1 MiB |
| not_neg | |
|---|---|
| neg_amm |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | not_neg |
|---|---|
| 2nd row | not_neg |
| 3rd row | neg_amm |
| 4th row | not_neg |
| 5th row | not_neg |
Common Values
| Value | Count | Frequency (%) |
| not_neg | 133420 | |
| neg_amm | 15129 | 10.2% |
| (Missing) | 121 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| not_neg | 133420 | |
| neg_amm | 15129 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 281969 | |
| _ | 148549 | |
| g | 148549 | |
| e | 148549 | |
| t | 133420 | |
| o | 133420 | |
| m | 30258 | 2.9% |
| a | 15129 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1039843 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 281969 | |
| _ | 148549 | |
| g | 148549 | |
| e | 148549 | |
| t | 133420 | |
| o | 133420 | |
| m | 30258 | 2.9% |
| a | 15129 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1039843 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 281969 | |
| _ | 148549 | |
| g | 148549 | |
| e | 148549 | |
| t | 133420 | |
| o | 133420 | |
| m | 30258 | 2.9% |
| a | 15129 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1039843 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 281969 | |
| _ | 148549 | |
| g | 148549 | |
| e | 148549 | |
| t | 133420 | |
| o | 133420 | |
| m | 30258 | 2.9% |
| a | 15129 | 1.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| not_int | |
|---|---|
| int_only | 7110 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.047824 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | not_int |
|---|---|
| 2nd row | not_int |
| 3rd row | not_int |
| 4th row | not_int |
| 5th row | not_int |
Common Values
| Value | Count | Frequency (%) |
| not_int | 141560 | |
| int_only | 7110 | 4.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| not_int | 141560 | |
| int_only | 7110 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 297340 | |
| t | 290230 | |
| o | 148670 | |
| _ | 148670 | |
| i | 148670 | |
| l | 7110 | 0.7% |
| y | 7110 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1047800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 297340 | |
| t | 290230 | |
| o | 148670 | |
| _ | 148670 | |
| i | 148670 | |
| l | 7110 | 0.7% |
| y | 7110 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1047800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 297340 | |
| t | 290230 | |
| o | 148670 | |
| _ | 148670 | |
| i | 148670 | |
| l | 7110 | 0.7% |
| y | 7110 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1047800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 297340 | |
| t | 290230 | |
| o | 148670 | |
| _ | 148670 | |
| i | 148670 | |
| l | 7110 | 0.7% |
| y | 7110 | 0.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| not_lpsm | |
|---|---|
| lpsm | 3384 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.9089527 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | not_lpsm |
|---|---|
| 2nd row | lpsm |
| 3rd row | not_lpsm |
| 4th row | not_lpsm |
| 5th row | not_lpsm |
Common Values
| Value | Count | Frequency (%) |
| not_lpsm | 145286 | |
| lpsm | 3384 | 2.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| not_lpsm | 145286 | |
| lpsm | 3384 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 148670 | |
| s | 148670 | |
| p | 148670 | |
| l | 148670 | |
| _ | 145286 | |
| t | 145286 | |
| o | 145286 | |
| n | 145286 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1175824 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 148670 | |
| s | 148670 | |
| p | 148670 | |
| l | 148670 | |
| _ | 145286 | |
| t | 145286 | |
| o | 145286 | |
| n | 145286 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1175824 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 148670 | |
| s | 148670 | |
| p | 148670 | |
| l | 148670 | |
| _ | 145286 | |
| t | 145286 | |
| o | 145286 | |
| n | 145286 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1175824 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 148670 | |
| s | 148670 | |
| p | 148670 | |
| l | 148670 | |
| _ | 145286 | |
| t | 145286 | |
| o | 145286 | |
| n | 145286 |
| Distinct | 385 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 15098 |
| Missing (%) | 10.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 497893.47 |
| Minimum | 8000 |
|---|---|
| Maximum | 16508000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 8000 |
|---|---|
| 5-th percentile | 148000 |
| Q1 | 268000 |
| median | 418000 |
| Q3 | 628000 |
| 95-th percentile | 1058000 |
| Maximum | 16508000 |
| Range | 16500000 |
| Interquartile range (IQR) | 360000 |
Descriptive statistics
| Standard deviation | 359935.32 |
|---|---|
| Coefficient of variation (CV) | 0.72291633 |
| Kurtosis | 73.221196 |
| Mean | 497893.47 |
| Median Absolute Deviation (MAD) | 170000 |
| Skewness | 4.5862758 |
| Sum | 6.6504626 × 1010 |
| Variance | 1.2955343 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 308000 | 2792 | 1.9% |
| 258000 | 2763 | 1.9% |
| 358000 | 2679 | 1.8% |
| 408000 | 2537 | 1.7% |
| 328000 | 2524 | 1.7% |
| 278000 | 2513 | 1.7% |
| 268000 | 2497 | 1.7% |
| 228000 | 2493 | 1.7% |
| 238000 | 2408 | 1.6% |
| 288000 | 2398 | 1.6% |
| Other values (375) | 107968 | |
| (Missing) | 15098 | 10.2% |
| Value | Count | Frequency (%) |
| 8000 | 6 | < 0.1% |
| 18000 | 1 | < 0.1% |
| 28000 | 9 | < 0.1% |
| 38000 | 35 | < 0.1% |
| 48000 | 71 | < 0.1% |
| 58000 | 141 | 0.1% |
| 68000 | 271 | |
| 78000 | 387 | |
| 88000 | 568 | |
| 98000 | 556 |
| Value | Count | Frequency (%) |
| 16508000 | 1 | |
| 12008000 | 1 | |
| 11008000 | 1 | |
| 10008000 | 1 | |
| 9268000 | 1 | |
| 8508000 | 1 | |
| 7608000 | 1 | |
| 6908000 | 1 | |
| 6508000 | 1 | |
| 6408000 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| sb | |
|---|---|
| mh | 33 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | sb |
|---|---|
| 2nd row | sb |
| 3rd row | sb |
| 4th row | sb |
| 5th row | sb |
Common Values
| Value | Count | Frequency (%) |
| sb | 148637 | |
| mh | 33 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sb | 148637 | |
| mh | 33 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 148637 | |
| b | 148637 | |
| m | 33 | < 0.1% |
| h | 33 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 148637 | |
| b | 148637 | |
| m | 33 | < 0.1% |
| h | 33 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 148637 | |
| b | 148637 | |
| m | 33 | < 0.1% |
| h | 33 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 148637 | |
| b | 148637 | |
| m | 33 | < 0.1% |
| h | 33 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| pr | |
|---|---|
| ir | 7340 |
| sr | 3129 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | pr |
|---|---|
| 2nd row | pr |
| 3rd row | pr |
| 4th row | pr |
| 5th row | pr |
Common Values
| Value | Count | Frequency (%) |
| pr | 138201 | |
| ir | 7340 | 4.9% |
| sr | 3129 | 2.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pr | 138201 | |
| ir | 7340 | 4.9% |
| sr | 3129 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 148670 | |
| p | 138201 | |
| i | 7340 | 2.5% |
| s | 3129 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 148670 | |
| p | 138201 | |
| i | 7340 | 2.5% |
| s | 3129 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 148670 | |
| p | 138201 | |
| i | 7340 | 2.5% |
| s | 3129 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 148670 | |
| p | 138201 | |
| i | 7340 | 2.5% |
| s | 3129 | 1.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| home | |
|---|---|
| land | 33 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | home |
|---|---|
| 2nd row | home |
| 3rd row | home |
| 4th row | home |
| 5th row | home |
Common Values
| Value | Count | Frequency (%) |
| home | 148637 | |
| land | 33 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| home | 148637 | |
| land | 33 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 148637 | |
| o | 148637 | |
| m | 148637 | |
| e | 148637 | |
| l | 33 | < 0.1% |
| a | 33 | < 0.1% |
| n | 33 | < 0.1% |
| d | 33 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 594680 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| h | 148637 | |
| o | 148637 | |
| m | 148637 | |
| e | 148637 | |
| l | 33 | < 0.1% |
| a | 33 | < 0.1% |
| n | 33 | < 0.1% |
| d | 33 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 594680 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| h | 148637 | |
| o | 148637 | |
| m | 148637 | |
| e | 148637 | |
| l | 33 | < 0.1% |
| a | 33 | < 0.1% |
| n | 33 | < 0.1% |
| d | 33 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 594680 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| h | 148637 | |
| o | 148637 | |
| m | 148637 | |
| e | 148637 | |
| l | 33 | < 0.1% |
| a | 33 | < 0.1% |
| n | 33 | < 0.1% |
| d | 33 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 1U | |
|---|---|
| 2U | 1477 |
| 3U | 393 |
| 4U | 320 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1U |
|---|---|
| 2nd row | 1U |
| 3rd row | 1U |
| 4th row | 1U |
| 5th row | 1U |
Common Values
| Value | Count | Frequency (%) |
| 1U | 146480 | |
| 2U | 1477 | 1.0% |
| 3U | 393 | 0.3% |
| 4U | 320 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1u | 146480 | |
| 2u | 1477 | 1.0% |
| 3u | 393 | 0.3% |
| 4u | 320 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 148670 | |
| 1 | 146480 | |
| 2 | 1477 | 0.5% |
| 3 | 393 | 0.1% |
| 4 | 320 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| U | 148670 | |
| 1 | 146480 | |
| 2 | 1477 | 0.5% |
| 3 | 393 | 0.1% |
| 4 | 320 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| U | 148670 | |
| 1 | 146480 | |
| 2 | 1477 | 0.5% |
| 3 | 393 | 0.1% |
| 4 | 320 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 297340 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| U | 148670 | |
| 1 | 146480 | |
| 2 | 1477 | 0.5% |
| 3 | 393 | 0.1% |
| 4 | 320 | 0.1% |
| Distinct | 1001 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 9150 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6957.3389 |
| Minimum | 0 |
|---|---|
| Maximum | 578580 |
| Zeros | 1260 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1920 |
| Q1 | 3720 |
| median | 5760 |
| Q3 | 8520 |
| 95-th percentile | 15420 |
| Maximum | 578580 |
| Range | 578580 |
| Interquartile range (IQR) | 4800 |
Descriptive statistics
| Standard deviation | 6496.5864 |
|---|---|
| Coefficient of variation (CV) | 0.93377461 |
| Kurtosis | 885.29246 |
| Mean | 6957.3389 |
| Median Absolute Deviation (MAD) | 2280 |
| Skewness | 17.307695 |
| Sum | 9.7068792 × 108 |
| Variance | 42205635 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1260 | 0.8% |
| 3600 | 1250 | 0.8% |
| 4200 | 1243 | 0.8% |
| 4800 | 1191 | 0.8% |
| 3120 | 1168 | 0.8% |
| 3720 | 1161 | 0.8% |
| 3900 | 1159 | 0.8% |
| 5400 | 1152 | 0.8% |
| 3300 | 1144 | 0.8% |
| 4500 | 1139 | 0.8% |
| Other values (991) | 127653 | |
| (Missing) | 9150 | 6.2% |
| Value | Count | Frequency (%) |
| 0 | 1260 | |
| 60 | 5 | < 0.1% |
| 120 | 12 | < 0.1% |
| 180 | 12 | < 0.1% |
| 240 | 15 | < 0.1% |
| 300 | 18 | < 0.1% |
| 360 | 11 | < 0.1% |
| 420 | 15 | < 0.1% |
| 480 | 11 | < 0.1% |
| 540 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 578580 | 1 | |
| 377220 | 1 | |
| 374400 | 1 | |
| 335880 | 2 | |
| 329460 | 1 | |
| 322860 | 1 | |
| 312000 | 1 | |
| 240000 | 1 | |
| 235980 | 1 | |
| 198060 | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| CIB | |
|---|---|
| CRIF | |
| EXP | |
| EQUI |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.3981906 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | EXP |
|---|---|
| 2nd row | EQUI |
| 3rd row | EXP |
| 4th row | EXP |
| 5th row | CRIF |
Common Values
| Value | Count | Frequency (%) |
| CIB | 48152 | |
| CRIF | 43901 | |
| EXP | 41319 | |
| EQUI | 15298 | 10.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cib | 48152 | |
| crif | 43901 | |
| exp | 41319 | |
| equi | 15298 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 107351 | |
| C | 92053 | |
| E | 56617 | |
| B | 48152 | |
| R | 43901 | |
| F | 43901 | |
| X | 41319 | 8.2% |
| P | 41319 | 8.2% |
| Q | 15298 | 3.0% |
| U | 15298 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 505209 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| I | 107351 | |
| C | 92053 | |
| E | 56617 | |
| B | 48152 | |
| R | 43901 | |
| F | 43901 | |
| X | 41319 | 8.2% |
| P | 41319 | 8.2% |
| Q | 15298 | 3.0% |
| U | 15298 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 505209 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| I | 107351 | |
| C | 92053 | |
| E | 56617 | |
| B | 48152 | |
| R | 43901 | |
| F | 43901 | |
| X | 41319 | 8.2% |
| P | 41319 | 8.2% |
| Q | 15298 | 3.0% |
| U | 15298 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 505209 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| I | 107351 | |
| C | 92053 | |
| E | 56617 | |
| B | 48152 | |
| R | 43901 | |
| F | 43901 | |
| X | 41319 | 8.2% |
| P | 41319 | 8.2% |
| Q | 15298 | 3.0% |
| U | 15298 | 3.0% |
Credit_Score
Real number (ℝ)
| Distinct | 401 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 699.7891 |
| Minimum | 500 |
|---|---|
| Maximum | 900 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 519 |
| Q1 | 599 |
| median | 699 |
| Q3 | 800 |
| 95-th percentile | 881 |
| Maximum | 900 |
| Range | 400 |
| Interquartile range (IQR) | 201 |
Descriptive statistics
| Standard deviation | 115.87586 |
|---|---|
| Coefficient of variation (CV) | 0.16558683 |
| Kurtosis | -1.2026494 |
| Mean | 699.7891 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 0.004766757 |
| Sum | 1.0403765 × 108 |
| Variance | 13427.214 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 763 | 415 | 0.3% |
| 867 | 413 | 0.3% |
| 639 | 411 | 0.3% |
| 581 | 408 | 0.3% |
| 554 | 407 | 0.3% |
| 737 | 406 | 0.3% |
| 519 | 406 | 0.3% |
| 890 | 406 | 0.3% |
| 566 | 405 | 0.3% |
| 687 | 405 | 0.3% |
| Other values (391) | 144588 |
| Value | Count | Frequency (%) |
| 500 | 357 | |
| 501 | 357 | |
| 502 | 346 | |
| 503 | 383 | |
| 504 | 392 | |
| 505 | 379 | |
| 506 | 380 | |
| 507 | 386 | |
| 508 | 400 | |
| 509 | 348 |
| Value | Count | Frequency (%) |
| 900 | 393 | |
| 899 | 352 | |
| 898 | 370 | |
| 897 | 383 | |
| 896 | 391 | |
| 895 | 371 | |
| 894 | 361 | |
| 893 | 348 | |
| 892 | 366 | |
| 891 | 376 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| CIB | |
|---|---|
| EXP |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CIB |
|---|---|
| 2nd row | EXP |
| 3rd row | CIB |
| 4th row | CIB |
| 5th row | EXP |
Common Values
| Value | Count | Frequency (%) |
| CIB | 74392 | |
| EXP | 74278 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cib | 74392 | |
| exp | 74278 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 74392 | |
| I | 74392 | |
| B | 74392 | |
| E | 74278 | |
| X | 74278 | |
| P | 74278 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 446010 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 74392 | |
| I | 74392 | |
| B | 74392 | |
| E | 74278 | |
| X | 74278 | |
| P | 74278 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 446010 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 74392 | |
| I | 74392 | |
| B | 74392 | |
| E | 74278 | |
| X | 74278 | |
| P | 74278 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 446010 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 74392 | |
| I | 74392 | |
| B | 74392 | |
| E | 74278 | |
| X | 74278 | |
| P | 74278 |
age
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 200 |
| Missing (%) | 0.1% |
| Memory size | 1.1 MiB |
| 45-54 | |
|---|---|
| 35-44 | |
| 55-64 | |
| 65-74 | |
| 25-34 | |
| Other values (2) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.8853371 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 25-34 |
|---|---|
| 2nd row | 55-64 |
| 3rd row | 35-44 |
| 4th row | 45-54 |
| 5th row | 25-34 |
Common Values
| Value | Count | Frequency (%) |
| 45-54 | 34720 | |
| 35-44 | 32818 | |
| 55-64 | 32534 | |
| 65-74 | 20744 | |
| 25-34 | 19142 | |
| >74 | 7175 | 4.8% |
| <25 | 1337 | 0.9% |
| (Missing) | 200 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 45-54 | 34720 | |
| 35-44 | 32818 | |
| 55-64 | 32534 | |
| 65-74 | 20744 | |
| 25-34 | 19142 | |
| 74 | 7175 | 4.8% |
| 25 | 1337 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 214671 | |
| 5 | 208549 | |
| - | 139958 | |
| 6 | 53278 | 7.3% |
| 3 | 51960 | 7.2% |
| 7 | 27919 | 3.8% |
| 2 | 20479 | 2.8% |
| > | 7175 | 1.0% |
| < | 1337 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 725326 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 214671 | |
| 5 | 208549 | |
| - | 139958 | |
| 6 | 53278 | 7.3% |
| 3 | 51960 | 7.2% |
| 7 | 27919 | 3.8% |
| 2 | 20479 | 2.8% |
| > | 7175 | 1.0% |
| < | 1337 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 725326 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 214671 | |
| 5 | 208549 | |
| - | 139958 | |
| 6 | 53278 | 7.3% |
| 3 | 51960 | 7.2% |
| 7 | 27919 | 3.8% |
| 2 | 20479 | 2.8% |
| > | 7175 | 1.0% |
| < | 1337 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 725326 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 214671 | |
| 5 | 208549 | |
| - | 139958 | |
| 6 | 53278 | 7.3% |
| 3 | 51960 | 7.2% |
| 7 | 27919 | 3.8% |
| 2 | 20479 | 2.8% |
| > | 7175 | 1.0% |
| < | 1337 | 0.2% |
submission_of_application
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 200 |
| Missing (%) | 0.1% |
| Memory size | 1.1 MiB |
| to_inst | |
|---|---|
| not_inst |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.3546575 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | to_inst |
|---|---|
| 2nd row | to_inst |
| 3rd row | to_inst |
| 4th row | not_inst |
| 5th row | not_inst |
Common Values
| Value | Count | Frequency (%) |
| to_inst | 95814 | |
| not_inst | 52656 | |
| (Missing) | 200 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| to_inst | 95814 | |
| not_inst | 52656 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 296940 | |
| n | 201126 | |
| o | 148470 | |
| _ | 148470 | |
| i | 148470 | |
| s | 148470 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1091946 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 296940 | |
| n | 201126 | |
| o | 148470 | |
| _ | 148470 | |
| i | 148470 | |
| s | 148470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1091946 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 296940 | |
| n | 201126 | |
| o | 148470 | |
| _ | 148470 | |
| i | 148470 | |
| s | 148470 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1091946 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 296940 | |
| n | 201126 | |
| o | 148470 | |
| _ | 148470 | |
| i | 148470 | |
| s | 148470 |
| Distinct | 8484 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 15098 |
| Missing (%) | 10.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.746457 |
| Minimum | 0.9674782 |
|---|---|
| Maximum | 7831.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0.9674782 |
|---|---|
| 5-th percentile | 36.350575 |
| Q1 | 60.47486 |
| median | 75.13587 |
| Q3 | 86.184211 |
| 95-th percentile | 98.728814 |
| Maximum | 7831.25 |
| Range | 7830.2825 |
| Interquartile range (IQR) | 25.70935 |
Descriptive statistics
| Standard deviation | 39.967603 |
|---|---|
| Coefficient of variation (CV) | 0.54940961 |
| Kurtosis | 19979.045 |
| Mean | 72.746457 |
| Median Absolute Deviation (MAD) | 12.514733 |
| Skewness | 120.61534 |
| Sum | 9716889.8 |
| Variance | 1597.4093 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 81.25 | 530 | 0.4% |
| 91.66666667 | 499 | 0.3% |
| 80.03875969 | 380 | 0.3% |
| 80.03246753 | 328 | 0.2% |
| 94.95614035 | 322 | 0.2% |
| 78.84615385 | 317 | 0.2% |
| 78.64583333 | 310 | 0.2% |
| 80.06329114 | 309 | 0.2% |
| 79.04040404 | 309 | 0.2% |
| 95.16806723 | 306 | 0.2% |
| Other values (8474) | 129962 | |
| (Missing) | 15098 | 10.2% |
| Value | Count | Frequency (%) |
| 0.967478198 | 1 | |
| 2.072942643 | 1 | |
| 2.767587397 | 1 | |
| 2.81374502 | 1 | |
| 2.856420627 | 1 | |
| 2.992584746 | 1 | |
| 3.083554377 | 1 | |
| 3.125 | 1 | |
| 3.74668435 | 1 | |
| 3.875171468 | 1 |
| Value | Count | Frequency (%) |
| 7831.25 | 1 | |
| 6706.25 | 1 | |
| 5206.25 | 1 | |
| 4706.25 | 1 | |
| 2956.25 | 1 | |
| 2331.25 | 1 | |
| 263.5416667 | 1 | |
| 237.5 | 2 | |
| 220.3629032 | 1 | |
| 201.7857143 | 1 |
Region
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| North | |
|---|---|
| south | |
| central | |
| North-East | 1235 |
Length
| Max length | 10 |
|---|---|
| Median length | 5 |
| Mean length | 5.1585323 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | south |
|---|---|
| 2nd row | North |
| 3rd row | south |
| 4th row | North |
| 5th row | North |
Common Values
| Value | Count | Frequency (%) |
| North | 74722 | |
| south | 64016 | |
| central | 8697 | 5.8% |
| North-East | 1235 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| north | 74722 | |
| south | 64016 | |
| central | 8697 | 5.8% |
| north-east | 1235 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 149905 | |
| o | 139973 | |
| h | 139973 | |
| r | 84654 | |
| N | 75957 | |
| s | 65251 | |
| u | 64016 | |
| a | 9932 | 1.3% |
| e | 8697 | 1.1% |
| c | 8697 | 1.1% |
| Other values (4) | 19864 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 766919 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 149905 | |
| o | 139973 | |
| h | 139973 | |
| r | 84654 | |
| N | 75957 | |
| s | 65251 | |
| u | 64016 | |
| a | 9932 | 1.3% |
| e | 8697 | 1.1% |
| c | 8697 | 1.1% |
| Other values (4) | 19864 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 766919 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 149905 | |
| o | 139973 | |
| h | 139973 | |
| r | 84654 | |
| N | 75957 | |
| s | 65251 | |
| u | 64016 | |
| a | 9932 | 1.3% |
| e | 8697 | 1.1% |
| c | 8697 | 1.1% |
| Other values (4) | 19864 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 766919 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 149905 | |
| o | 139973 | |
| h | 139973 | |
| r | 84654 | |
| N | 75957 | |
| s | 65251 | |
| u | 64016 | |
| a | 9932 | 1.3% |
| e | 8697 | 1.1% |
| c | 8697 | 1.1% |
| Other values (4) | 19864 | 2.6% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| direct | |
|---|---|
| Indriect | 33 |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.0004439 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | direct |
|---|---|
| 2nd row | direct |
| 3rd row | direct |
| 4th row | direct |
| 5th row | direct |
Common Values
| Value | Count | Frequency (%) |
| direct | 148637 | |
| Indriect | 33 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| direct | 148637 | |
| indriect | 33 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 148670 | |
| i | 148670 | |
| r | 148670 | |
| e | 148670 | |
| c | 148670 | |
| t | 148670 | |
| I | 33 | < 0.1% |
| n | 33 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 892086 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 148670 | |
| i | 148670 | |
| r | 148670 | |
| e | 148670 | |
| c | 148670 | |
| t | 148670 | |
| I | 33 | < 0.1% |
| n | 33 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 892086 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 148670 | |
| i | 148670 | |
| r | 148670 | |
| e | 148670 | |
| c | 148670 | |
| t | 148670 | |
| I | 33 | < 0.1% |
| n | 33 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 892086 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 148670 | |
| i | 148670 | |
| r | 148670 | |
| e | 148670 | |
| c | 148670 | |
| t | 148670 | |
| I | 33 | < 0.1% |
| n | 33 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 112031 | |
| 1 | 36639 | 24.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 112031 | |
| 1 | 36639 | 24.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 112031 | |
| 1 | 36639 | 24.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 148670 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 112031 | |
| 1 | 36639 | 24.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 148670 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 112031 | |
| 1 | 36639 | 24.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 148670 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 112031 | |
| 1 | 36639 | 24.6% |
| Distinct | 57 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 24121 |
| Missing (%) | 16.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.732932 |
| Minimum | 5 |
|---|---|
| Maximum | 61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| median | 39 |
| Q3 | 45 |
| 95-th percentile | 54 |
| Maximum | 61 |
| Range | 56 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 10.545435 |
|---|---|
| Coefficient of variation (CV) | 0.27947563 |
| Kurtosis | 0.37888256 |
| Mean | 37.732932 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.55146496 |
| Sum | 4699599 |
| Variance | 111.2062 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37 | 6848 | 4.6% |
| 36 | 6553 | 4.4% |
| 44 | 6500 | 4.4% |
| 49 | 6309 | 4.2% |
| 43 | 5307 | 3.6% |
| 42 | 5121 | 3.4% |
| 41 | 4881 | 3.3% |
| 40 | 4699 | 3.2% |
| 39 | 4540 | 3.1% |
| 38 | 4461 | 3.0% |
| Other values (47) | 69330 | |
| (Missing) | 24121 | 16.2% |
| Value | Count | Frequency (%) |
| 5 | 386 | |
| 6 | 420 | |
| 7 | 379 | |
| 8 | 433 | |
| 9 | 395 | |
| 10 | 386 | |
| 11 | 400 | |
| 12 | 383 | |
| 13 | 421 | |
| 14 | 393 |
| Value | Count | Frequency (%) |
| 61 | 692 | |
| 60 | 832 | |
| 59 | 812 | |
| 58 | 757 | |
| 57 | 823 | |
| 56 | 746 | |
| 55 | 798 | |
| 54 | 832 | |
| 53 | 787 | |
| 52 | 777 |
Interactions
Correlations
| Credit_Score | Credit_Worthiness | Gender | ID | Interest_rate_spread | LTV | Neg_ammortization | Region | Secured_by | Security_Type | Status | Upfront_charges | age | approv_in_adv | business_or_commercial | co-applicant_credit_type | construction_type | credit_type | dtir1 | income | interest_only | loan_amount | loan_limit | loan_purpose | loan_type | lump_sum_payment | occupancy_type | open_credit | property_value | rate_of_interest | submission_of_application | term | total_units | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Credit_Score | 1.000 | 0.006 | 0.000 | -0.001 | -0.003 | -0.004 | 0.002 | 0.000 | 0.007 | 0.007 | 0.005 | -0.002 | 0.004 | 0.000 | 0.000 | 0.000 | 0.007 | 0.003 | -0.000 | 0.001 | 0.000 | 0.005 | 0.000 | 0.007 | 0.000 | 0.000 | 0.003 | 0.000 | 0.005 | -0.002 | 0.006 | -0.005 | 0.003 |
| Credit_Worthiness | 0.006 | 1.000 | 0.004 | 0.006 | 0.056 | 0.012 | 0.059 | 0.005 | 0.000 | 0.000 | 0.035 | 0.000 | 0.010 | 0.062 | 0.001 | 0.013 | 0.000 | 0.023 | 0.015 | 0.013 | 0.050 | 0.014 | 0.024 | 0.050 | 0.013 | 0.031 | 0.007 | 0.230 | 0.038 | 0.165 | 0.022 | 0.220 | 0.008 |
| Gender | 0.000 | 0.004 | 1.000 | 0.000 | 0.072 | 0.002 | 0.017 | 0.376 | 0.003 | 0.003 | 0.084 | 0.046 | 0.071 | 0.012 | 0.048 | 0.665 | 0.003 | 0.023 | 0.038 | 0.009 | 0.012 | 0.113 | 0.039 | 0.069 | 0.080 | 0.012 | 0.020 | 0.022 | 0.023 | 0.039 | 0.360 | 0.045 | 0.013 |
| ID | -0.001 | 0.006 | 0.000 | 1.000 | 0.003 | -0.005 | 0.000 | 0.000 | 0.005 | 0.005 | 0.004 | -0.005 | 0.000 | 0.000 | 0.000 | 0.007 | 0.005 | 0.005 | -0.007 | 0.004 | 0.006 | -0.001 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.008 | 0.001 | -0.000 | 0.002 | -0.002 | 0.004 |
| Interest_rate_spread | -0.003 | 0.056 | 0.072 | 0.003 | 1.000 | 0.111 | 0.037 | 0.022 | 1.000 | 1.000 | 1.000 | 0.100 | 0.034 | 0.056 | 0.385 | 0.068 | 1.000 | 0.026 | 0.075 | -0.251 | 0.013 | -0.426 | 0.055 | 0.189 | 0.412 | 0.010 | 0.128 | 0.058 | -0.452 | 0.583 | 0.299 | -0.166 | 0.027 |
| LTV | -0.004 | 0.012 | 0.002 | -0.005 | 0.111 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | -0.115 | 0.000 | 0.003 | 0.016 | 0.004 | 0.000 | 0.000 | 0.156 | -0.023 | 0.000 | 0.083 | 0.008 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | -0.365 | 0.030 | 0.006 | 0.210 | 0.000 |
| Neg_ammortization | 0.002 | 0.059 | 0.017 | 0.000 | 0.037 | 0.000 | 1.000 | 0.007 | 0.006 | 0.006 | 0.156 | 0.025 | 0.015 | 0.078 | 0.014 | 0.010 | 0.006 | 0.079 | 0.031 | 0.008 | 0.018 | 0.029 | 0.008 | 0.073 | 0.019 | 0.051 | 0.031 | 0.000 | 0.010 | 0.177 | 0.051 | 0.199 | 0.014 |
| Region | 0.000 | 0.005 | 0.376 | 0.000 | 0.022 | 0.000 | 0.007 | 1.000 | 0.004 | 0.004 | 0.050 | 0.030 | 0.024 | 0.008 | 0.054 | 0.030 | 0.004 | 0.015 | 0.026 | 0.000 | 0.000 | 0.005 | 0.007 | 0.047 | 0.051 | 0.013 | 0.032 | 0.009 | 0.008 | 0.012 | 0.145 | 0.028 | 0.006 |
| Secured_by | 0.007 | 0.000 | 0.003 | 0.005 | 1.000 | 0.000 | 0.006 | 0.004 | 1.000 | 0.985 | 0.025 | 1.000 | 0.004 | 0.000 | 0.006 | 0.005 | 0.985 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.004 | 0.007 | 0.005 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| Security_Type | 0.007 | 0.000 | 0.003 | 0.005 | 1.000 | 0.000 | 0.006 | 0.004 | 0.985 | 1.000 | 0.025 | 1.000 | 0.004 | 0.000 | 0.006 | 0.005 | 0.985 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.004 | 0.007 | 0.005 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| Status | 0.005 | 0.035 | 0.084 | 0.004 | 1.000 | 0.003 | 0.156 | 0.050 | 0.025 | 0.025 | 1.000 | 0.010 | 0.050 | 0.037 | 0.092 | 0.144 | 0.025 | 0.592 | 0.224 | 0.009 | 0.014 | 0.085 | 0.054 | 0.040 | 0.094 | 0.188 | 0.030 | 0.010 | 0.025 | 0.025 | 0.121 | 0.102 | 0.029 |
| Upfront_charges | -0.002 | 0.000 | 0.046 | -0.005 | 0.100 | -0.115 | 0.025 | 0.030 | 1.000 | 1.000 | 0.010 | 1.000 | 0.029 | 0.005 | 0.107 | 0.034 | 1.000 | 0.009 | -0.017 | -0.080 | 0.000 | -0.116 | 0.075 | 0.087 | 0.084 | 0.000 | 0.026 | 1.000 | -0.075 | -0.052 | 0.165 | -0.116 | 0.037 |
| age | 0.004 | 0.010 | 0.071 | 0.000 | 0.034 | 0.000 | 0.015 | 0.024 | 0.004 | 0.004 | 0.050 | 0.029 | 1.000 | 0.032 | 0.079 | 0.049 | 0.004 | 0.020 | 0.033 | 0.007 | 0.007 | 0.081 | 0.032 | 0.191 | 0.108 | 0.011 | 0.060 | 0.040 | 0.024 | 0.030 | 0.270 | 0.056 | 0.007 |
| approv_in_adv | 0.000 | 0.062 | 0.012 | 0.000 | 0.056 | 0.003 | 0.078 | 0.008 | 0.000 | 0.000 | 0.037 | 0.005 | 0.032 | 1.000 | 0.010 | 0.012 | 0.000 | 0.018 | 0.017 | 0.000 | 0.074 | 0.029 | 0.096 | 0.154 | 0.013 | 0.061 | 0.020 | 0.005 | 0.016 | 0.083 | 0.081 | 0.047 | 0.004 |
| business_or_commercial | 0.000 | 0.001 | 0.048 | 0.000 | 0.385 | 0.016 | 0.014 | 0.054 | 0.006 | 0.006 | 0.092 | 0.107 | 0.079 | 0.010 | 1.000 | 0.023 | 0.006 | 0.028 | 0.303 | 0.012 | 0.007 | 0.142 | 0.022 | 0.065 | 1.000 | 0.014 | 0.111 | 0.024 | 0.044 | 0.050 | 0.090 | 0.102 | 0.026 |
| co-applicant_credit_type | 0.000 | 0.013 | 0.665 | 0.007 | 0.068 | 0.004 | 0.010 | 0.030 | 0.005 | 0.005 | 0.144 | 0.034 | 0.049 | 0.012 | 0.023 | 1.000 | 0.005 | 0.339 | 0.053 | 0.008 | 0.014 | 0.130 | 0.041 | 0.045 | 0.050 | 0.034 | 0.026 | 0.016 | 0.033 | 0.044 | 0.062 | 0.018 | 0.000 |
| construction_type | 0.007 | 0.000 | 0.003 | 0.005 | 1.000 | 0.000 | 0.006 | 0.004 | 0.985 | 0.985 | 0.025 | 1.000 | 0.004 | 0.000 | 0.006 | 0.005 | 1.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.004 | 0.007 | 0.005 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| credit_type | 0.003 | 0.023 | 0.023 | 0.005 | 0.026 | 0.000 | 0.079 | 0.015 | 0.003 | 0.003 | 0.592 | 0.009 | 0.020 | 0.018 | 0.028 | 0.339 | 0.003 | 1.000 | 0.004 | 0.000 | 0.014 | 0.019 | 0.032 | 0.039 | 0.049 | 0.121 | 0.008 | 0.009 | 0.006 | 0.027 | 0.046 | 0.034 | 0.000 |
| dtir1 | -0.000 | 0.015 | 0.038 | -0.007 | 0.075 | 0.156 | 0.031 | 0.026 | 0.000 | 0.000 | 0.224 | -0.017 | 0.033 | 0.017 | 0.303 | 0.053 | 0.000 | 0.004 | 1.000 | -0.307 | 0.004 | 0.021 | 0.034 | 0.082 | 0.262 | 0.041 | 0.039 | 0.013 | -0.048 | 0.062 | 0.056 | 0.108 | 0.014 |
| income | 0.001 | 0.013 | 0.009 | 0.004 | -0.251 | -0.023 | 0.008 | 0.000 | 0.000 | 0.000 | 0.009 | -0.080 | 0.007 | 0.000 | 0.012 | 0.008 | 0.000 | 0.000 | -0.307 | 1.000 | 0.000 | 0.642 | 0.047 | 0.014 | 0.010 | 0.000 | 0.044 | 0.010 | 0.606 | -0.090 | 0.020 | -0.041 | 0.017 |
| interest_only | 0.000 | 0.050 | 0.012 | 0.006 | 0.013 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.007 | 0.074 | 0.007 | 0.014 | 0.000 | 0.014 | 0.004 | 0.000 | 1.000 | 0.000 | 0.031 | 0.022 | 0.011 | 0.033 | 0.011 | 0.273 | 0.040 | 0.134 | 0.010 | 0.024 | 0.003 |
| loan_amount | 0.005 | 0.014 | 0.113 | -0.001 | -0.426 | 0.083 | 0.029 | 0.005 | 0.000 | 0.000 | 0.085 | -0.116 | 0.081 | 0.029 | 0.142 | 0.130 | 0.000 | 0.019 | 0.021 | 0.642 | 0.000 | 1.000 | 0.456 | 0.102 | 0.105 | 0.007 | 0.033 | 0.030 | 0.857 | -0.172 | 0.411 | 0.196 | 0.079 |
| loan_limit | 0.000 | 0.024 | 0.039 | 0.000 | 0.055 | 0.008 | 0.008 | 0.007 | 0.002 | 0.002 | 0.054 | 0.075 | 0.032 | 0.096 | 0.022 | 0.041 | 0.002 | 0.032 | 0.034 | 0.047 | 0.031 | 0.456 | 1.000 | 0.041 | 0.063 | 0.019 | 0.015 | 0.018 | 0.150 | 0.053 | 0.011 | 0.075 | 0.008 |
| loan_purpose | 0.007 | 0.050 | 0.069 | 0.000 | 0.189 | 0.000 | 0.073 | 0.047 | 0.004 | 0.004 | 0.040 | 0.087 | 0.191 | 0.154 | 0.065 | 0.045 | 0.004 | 0.039 | 0.082 | 0.014 | 0.022 | 0.102 | 0.041 | 1.000 | 0.066 | 0.016 | 0.132 | 0.083 | 0.029 | 0.192 | 0.265 | 0.107 | 0.017 |
| loan_type | 0.000 | 0.013 | 0.080 | 0.002 | 0.412 | 0.010 | 0.019 | 0.051 | 0.007 | 0.007 | 0.094 | 0.084 | 0.108 | 0.013 | 1.000 | 0.050 | 0.007 | 0.049 | 0.262 | 0.010 | 0.011 | 0.105 | 0.063 | 0.066 | 1.000 | 0.014 | 0.109 | 0.034 | 0.039 | 0.220 | 0.110 | 0.105 | 0.028 |
| lump_sum_payment | 0.000 | 0.031 | 0.012 | 0.000 | 0.010 | 0.000 | 0.051 | 0.013 | 0.005 | 0.005 | 0.188 | 0.000 | 0.011 | 0.061 | 0.014 | 0.034 | 0.005 | 0.121 | 0.041 | 0.000 | 0.033 | 0.007 | 0.019 | 0.016 | 0.014 | 1.000 | 0.000 | 0.004 | 0.000 | 0.012 | 0.013 | 0.013 | 0.000 |
| occupancy_type | 0.003 | 0.007 | 0.020 | 0.000 | 0.128 | 0.000 | 0.031 | 0.032 | 0.000 | 0.000 | 0.030 | 0.026 | 0.060 | 0.020 | 0.111 | 0.026 | 0.000 | 0.008 | 0.039 | 0.044 | 0.011 | 0.033 | 0.015 | 0.132 | 0.109 | 0.000 | 1.000 | 0.014 | 0.000 | 0.191 | 0.067 | 0.024 | 0.169 |
| open_credit | 0.000 | 0.230 | 0.022 | 0.008 | 0.058 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.010 | 1.000 | 0.040 | 0.005 | 0.024 | 0.016 | 0.000 | 0.009 | 0.013 | 0.010 | 0.273 | 0.030 | 0.018 | 0.083 | 0.034 | 0.004 | 0.014 | 1.000 | 0.137 | 0.459 | 0.045 | 0.025 | 0.005 |
| property_value | 0.005 | 0.038 | 0.023 | 0.001 | -0.452 | -0.365 | 0.010 | 0.008 | 0.000 | 0.000 | 0.025 | -0.075 | 0.024 | 0.016 | 0.044 | 0.033 | 0.000 | 0.006 | -0.048 | 0.606 | 0.040 | 0.857 | 0.150 | 0.029 | 0.039 | 0.000 | 0.000 | 0.137 | 1.000 | -0.179 | 0.039 | 0.088 | 0.034 |
| rate_of_interest | -0.002 | 0.165 | 0.039 | -0.000 | 0.583 | 0.030 | 0.177 | 0.012 | 1.000 | 1.000 | 0.025 | -0.052 | 0.030 | 0.083 | 0.050 | 0.044 | 1.000 | 0.027 | 0.062 | -0.090 | 0.134 | -0.172 | 0.053 | 0.192 | 0.220 | 0.012 | 0.191 | 0.459 | -0.179 | 1.000 | 0.124 | 0.191 | 0.058 |
| submission_of_application | 0.006 | 0.022 | 0.360 | 0.002 | 0.299 | 0.006 | 0.051 | 0.145 | 0.000 | 0.000 | 0.121 | 0.165 | 0.270 | 0.081 | 0.090 | 0.062 | 0.000 | 0.046 | 0.056 | 0.020 | 0.010 | 0.411 | 0.011 | 0.265 | 0.110 | 0.013 | 0.067 | 0.045 | 0.039 | 0.124 | 1.000 | 0.173 | 0.070 |
| term | -0.005 | 0.220 | 0.045 | -0.002 | -0.166 | 0.210 | 0.199 | 0.028 | 0.000 | 0.000 | 0.102 | -0.116 | 0.056 | 0.047 | 0.102 | 0.018 | 0.000 | 0.034 | 0.108 | -0.041 | 0.024 | 0.196 | 0.075 | 0.107 | 0.105 | 0.013 | 0.024 | 0.025 | 0.088 | 0.191 | 0.173 | 1.000 | 0.013 |
| total_units | 0.003 | 0.008 | 0.013 | 0.004 | 0.027 | 0.000 | 0.014 | 0.006 | 0.000 | 0.000 | 0.029 | 0.037 | 0.007 | 0.004 | 0.026 | 0.000 | 0.000 | 0.000 | 0.014 | 0.017 | 0.003 | 0.079 | 0.008 | 0.017 | 0.028 | 0.000 | 0.169 | 0.005 | 0.034 | 0.058 | 0.070 | 0.013 | 1.000 |
Missing values
Sample
| ID | year | loan_limit | Gender | approv_in_adv | loan_type | loan_purpose | Credit_Worthiness | open_credit | business_or_commercial | loan_amount | rate_of_interest | Interest_rate_spread | Upfront_charges | term | Neg_ammortization | interest_only | lump_sum_payment | property_value | construction_type | occupancy_type | Secured_by | total_units | income | credit_type | Credit_Score | co-applicant_credit_type | age | submission_of_application | LTV | Region | Security_Type | Status | dtir1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24890 | 2019 | cf | Sex Not Available | nopre | type1 | p1 | l1 | nopc | nob/c | 116500 | NaN | NaN | NaN | 360.0 | not_neg | not_int | not_lpsm | 118000.0 | sb | pr | home | 1U | 1740.0 | EXP | 758 | CIB | 25-34 | to_inst | 98.728814 | south | direct | 1 | 45.0 |
| 1 | 24891 | 2019 | cf | Male | nopre | type2 | p1 | l1 | nopc | b/c | 206500 | NaN | NaN | NaN | 360.0 | not_neg | not_int | lpsm | NaN | sb | pr | home | 1U | 4980.0 | EQUI | 552 | EXP | 55-64 | to_inst | NaN | North | direct | 1 | NaN |
| 2 | 24892 | 2019 | cf | Male | pre | type1 | p1 | l1 | nopc | nob/c | 406500 | 4.560 | 0.2000 | 595.00 | 360.0 | neg_amm | not_int | not_lpsm | 508000.0 | sb | pr | home | 1U | 9480.0 | EXP | 834 | CIB | 35-44 | to_inst | 80.019685 | south | direct | 0 | 46.0 |
| 3 | 24893 | 2019 | cf | Male | nopre | type1 | p4 | l1 | nopc | nob/c | 456500 | 4.250 | 0.6810 | NaN | 360.0 | not_neg | not_int | not_lpsm | 658000.0 | sb | pr | home | 1U | 11880.0 | EXP | 587 | CIB | 45-54 | not_inst | 69.376900 | North | direct | 0 | 42.0 |
| 4 | 24894 | 2019 | cf | Joint | pre | type1 | p1 | l1 | nopc | nob/c | 696500 | 4.000 | 0.3042 | 0.00 | 360.0 | not_neg | not_int | not_lpsm | 758000.0 | sb | pr | home | 1U | 10440.0 | CRIF | 602 | EXP | 25-34 | not_inst | 91.886544 | North | direct | 0 | 39.0 |
| 5 | 24895 | 2019 | cf | Joint | pre | type1 | p1 | l1 | nopc | nob/c | 706500 | 3.990 | 0.1523 | 370.00 | 360.0 | not_neg | not_int | not_lpsm | 1008000.0 | sb | pr | home | 1U | 10080.0 | EXP | 864 | EXP | 35-44 | not_inst | 70.089286 | North | direct | 0 | 40.0 |
| 6 | 24896 | 2019 | cf | Joint | pre | type1 | p3 | l1 | nopc | nob/c | 346500 | 4.500 | 0.9998 | 5120.00 | 360.0 | not_neg | not_int | not_lpsm | 438000.0 | sb | pr | home | 1U | 5040.0 | EXP | 860 | EXP | 55-64 | to_inst | 79.109589 | North | direct | 0 | 44.0 |
| 7 | 24897 | 2019 | NaN | Female | nopre | type1 | p4 | l1 | nopc | nob/c | 266500 | 4.125 | 0.2975 | 5609.88 | 360.0 | not_neg | not_int | not_lpsm | 308000.0 | sb | pr | home | 1U | 3780.0 | CIB | 863 | CIB | 55-64 | to_inst | 86.525974 | North | direct | 0 | 42.0 |
| 8 | 24898 | 2019 | cf | Joint | nopre | type1 | p3 | l1 | nopc | nob/c | 376500 | 4.875 | 0.7395 | 1150.00 | 360.0 | not_neg | not_int | not_lpsm | 478000.0 | sb | pr | home | 1U | 5580.0 | CIB | 580 | EXP | 55-64 | to_inst | 78.765690 | central | direct | 0 | 44.0 |
| 9 | 24899 | 2019 | cf | Sex Not Available | nopre | type3 | p3 | l1 | nopc | nob/c | 436500 | 3.490 | -0.2776 | 2316.50 | 360.0 | not_neg | not_int | not_lpsm | 688000.0 | sb | pr | home | 1U | 6720.0 | CIB | 788 | EXP | 55-64 | to_inst | 63.444767 | south | direct | 0 | 30.0 |
| ID | year | loan_limit | Gender | approv_in_adv | loan_type | loan_purpose | Credit_Worthiness | open_credit | business_or_commercial | loan_amount | rate_of_interest | Interest_rate_spread | Upfront_charges | term | Neg_ammortization | interest_only | lump_sum_payment | property_value | construction_type | occupancy_type | Secured_by | total_units | income | credit_type | Credit_Score | co-applicant_credit_type | age | submission_of_application | LTV | Region | Security_Type | Status | dtir1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 148660 | 173550 | 2019 | cf | Female | nopre | type1 | p4 | l1 | nopc | nob/c | 366500 | 3.875 | -0.1171 | 3643.16 | 360.0 | not_neg | not_int | not_lpsm | 658000.0 | sb | pr | home | 1U | 7200.0 | CIB | 851 | EXP | 45-54 | not_inst | 55.699088 | North | direct | 0 | 20.0 |
| 148661 | 173551 | 2019 | cf | Sex Not Available | nopre | type2 | p4 | l1 | nopc | b/c | 346500 | NaN | NaN | NaN | 360.0 | not_neg | not_int | not_lpsm | 358000.0 | sb | pr | home | 1U | NaN | EXP | 585 | CIB | 25-34 | to_inst | 96.787710 | south | direct | 1 | NaN |
| 148662 | 173552 | 2019 | cf | Joint | nopre | type1 | p4 | l1 | nopc | nob/c | 646500 | 3.625 | 0.0743 | 7639.80 | 360.0 | not_neg | int_only | not_lpsm | 828000.0 | sb | pr | home | 1U | 13500.0 | CIB | 873 | EXP | 45-54 | not_inst | 78.079710 | North | direct | 0 | 31.0 |
| 148663 | 173553 | 2019 | cf | Male | nopre | type2 | p1 | l1 | nopc | b/c | 106500 | NaN | NaN | NaN | 360.0 | not_neg | not_int | not_lpsm | NaN | sb | pr | home | 1U | 1860.0 | EQUI | 619 | EXP | <25 | to_inst | NaN | North | direct | 1 | NaN |
| 148664 | 173554 | 2019 | cf | Joint | nopre | type2 | p1 | l1 | nopc | b/c | 156500 | 3.990 | 1.4015 | 3113.06 | 360.0 | not_neg | not_int | not_lpsm | 158000.0 | sb | pr | home | 1U | 4020.0 | EXP | 859 | EXP | 65-74 | to_inst | 99.050633 | central | direct | 0 | 45.0 |
| 148665 | 173555 | 2019 | cf | Sex Not Available | nopre | type1 | p3 | l1 | nopc | nob/c | 436500 | 3.125 | 0.2571 | 9960.00 | 180.0 | not_neg | not_int | not_lpsm | 608000.0 | sb | pr | home | 1U | 7860.0 | CIB | 659 | EXP | 55-64 | to_inst | 71.792763 | south | direct | 0 | 48.0 |
| 148666 | 173556 | 2019 | cf | Male | nopre | type1 | p1 | l1 | nopc | nob/c | 586500 | 5.190 | 0.8544 | 0.00 | 360.0 | not_neg | not_int | not_lpsm | 788000.0 | sb | ir | home | 4U | 7140.0 | CIB | 569 | CIB | 25-34 | not_inst | 74.428934 | south | direct | 0 | 15.0 |
| 148667 | 173557 | 2019 | cf | Male | nopre | type1 | p4 | l1 | nopc | nob/c | 446500 | 3.125 | 0.0816 | 1226.64 | 180.0 | not_neg | not_int | not_lpsm | 728000.0 | sb | pr | home | 1U | 6900.0 | CIB | 702 | EXP | 45-54 | not_inst | 61.332418 | North | direct | 0 | 49.0 |
| 148668 | 173558 | 2019 | cf | Female | nopre | type1 | p4 | l1 | nopc | nob/c | 196500 | 3.500 | 0.5824 | 4323.33 | 180.0 | not_neg | not_int | not_lpsm | 278000.0 | sb | pr | home | 1U | 7140.0 | EXP | 737 | EXP | 55-64 | to_inst | 70.683453 | North | direct | 0 | 29.0 |
| 148669 | 173559 | 2019 | cf | Female | nopre | type1 | p3 | l1 | nopc | nob/c | 406500 | 4.375 | 1.3871 | 6000.00 | 240.0 | not_neg | not_int | not_lpsm | 558000.0 | sb | pr | home | 1U | 7260.0 | CIB | 830 | CIB | 45-54 | not_inst | 72.849462 | North | direct | 0 | 44.0 |